{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "784a9490",
   "metadata": {},
   "source": [
    "## Pandas绘图 -  饼图 散点图 面积图 箱型图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "737e5a0b",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "plt.rcParams['axes.unicode_minus'] = False\n",
    "plt.rcParams['font.sans-serif'] = 'SimHei'"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a1e4a3cb",
   "metadata": {},
   "source": [
    "### 饼图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "d08acd16",
   "metadata": {},
   "outputs": [],
   "source": [
    "data = np.random.rand(4, 2)\n",
    "index = list('ABCD')\n",
    "columns = ['Python', 'Java']\n",
    "df = pd.DataFrame(data, index, columns)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "77b5fca9",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:ylabel='Python'>"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 画饼\n",
    "df['Python'].plot.pie()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "55e06e85",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:ylabel='Java'>"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 画饼\n",
    "df['Java'].plot(kind='pie', autopct='%.1f%%')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "85814a9e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([<AxesSubplot:ylabel='Python'>, <AxesSubplot:ylabel='Java'>],\n",
       "      dtype=object)"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 画饼\n",
    "df.plot.pie(subplots=True       # 因为有两个系列的数据，所以指定可以绘制子图\n",
    "            , figsize=(8, 8)\n",
    "            , autopct='%.1f%%')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2d9240ea",
   "metadata": {},
   "source": [
    "## 散点图\n",
    "- 散点图是观察两个一位数据数列之间关系的有效方法，DataFrame对象可用"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "fb0d8dfb",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>A</th>\n",
       "      <th>B</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>-0.053968</td>\n",
       "      <td>-0.441161</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>-0.336842</td>\n",
       "      <td>-1.209715</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0.773915</td>\n",
       "      <td>0.481357</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1.533031</td>\n",
       "      <td>0.392287</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1.329306</td>\n",
       "      <td>-0.185129</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          A         B\n",
       "0 -0.053968 -0.441161\n",
       "1 -0.336842 -1.209715\n",
       "2  0.773915  0.481357\n",
       "3  1.533031  0.392287\n",
       "4  1.329306 -0.185129"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data = np.random.normal(size=(1000, 2))\n",
    "data \n",
    "\n",
    "df = pd.DataFrame(data=data, columns=list('AB'))\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "e3c45b57",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='A', ylabel='B'>"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 散点\n",
    "df.plot(kind='scatter', x='A', y='B')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "53fd97df",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='A', ylabel='B'>"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 散点\n",
    "df.plot.scatter(x='A', y='B') # 使用A列作为x轴，使用B列作为y轴"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3134f8c4",
   "metadata": {},
   "source": [
    "## 面积图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "9a2ba4c4",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>A</th>\n",
       "      <th>B</th>\n",
       "      <th>C</th>\n",
       "      <th>D</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0.141727</td>\n",
       "      <td>0.401049</td>\n",
       "      <td>0.065249</td>\n",
       "      <td>0.897225</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0.145276</td>\n",
       "      <td>0.060460</td>\n",
       "      <td>0.287561</td>\n",
       "      <td>0.676355</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0.565838</td>\n",
       "      <td>0.089170</td>\n",
       "      <td>0.874299</td>\n",
       "      <td>0.746726</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0.738409</td>\n",
       "      <td>0.631725</td>\n",
       "      <td>0.844049</td>\n",
       "      <td>0.701257</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0.995696</td>\n",
       "      <td>0.136805</td>\n",
       "      <td>0.488703</td>\n",
       "      <td>0.463328</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>0.014159</td>\n",
       "      <td>0.882253</td>\n",
       "      <td>0.895704</td>\n",
       "      <td>0.227290</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>0.798821</td>\n",
       "      <td>0.087761</td>\n",
       "      <td>0.604156</td>\n",
       "      <td>0.636709</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>0.217757</td>\n",
       "      <td>0.758451</td>\n",
       "      <td>0.303357</td>\n",
       "      <td>0.124263</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>0.968456</td>\n",
       "      <td>0.567491</td>\n",
       "      <td>0.968417</td>\n",
       "      <td>0.899548</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>0.355252</td>\n",
       "      <td>0.597141</td>\n",
       "      <td>0.653023</td>\n",
       "      <td>0.907599</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          A         B         C         D\n",
       "0  0.141727  0.401049  0.065249  0.897225\n",
       "1  0.145276  0.060460  0.287561  0.676355\n",
       "2  0.565838  0.089170  0.874299  0.746726\n",
       "3  0.738409  0.631725  0.844049  0.701257\n",
       "4  0.995696  0.136805  0.488703  0.463328\n",
       "5  0.014159  0.882253  0.895704  0.227290\n",
       "6  0.798821  0.087761  0.604156  0.636709\n",
       "7  0.217757  0.758451  0.303357  0.124263\n",
       "8  0.968456  0.567491  0.968417  0.899548\n",
       "9  0.355252  0.597141  0.653023  0.907599"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.DataFrame(data=np.random.rand(10, 4), columns=list('ABCD'))\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "8b0a8105",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 面积图\n",
    "df.plot.area()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "c470cb9f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 面积图\n",
    "df.plot(kind='area', stacked=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c6830eaa",
   "metadata": {},
   "source": [
    "## 箱型图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "37c701a5",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>A</th>\n",
       "      <th>B</th>\n",
       "      <th>C</th>\n",
       "      <th>D</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0.984056</td>\n",
       "      <td>0.749025</td>\n",
       "      <td>0.068330</td>\n",
       "      <td>0.642131</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0.951736</td>\n",
       "      <td>0.720639</td>\n",
       "      <td>0.889233</td>\n",
       "      <td>0.231805</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0.775394</td>\n",
       "      <td>0.575269</td>\n",
       "      <td>0.390701</td>\n",
       "      <td>0.725015</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0.618219</td>\n",
       "      <td>0.598053</td>\n",
       "      <td>0.087784</td>\n",
       "      <td>0.474255</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0.013563</td>\n",
       "      <td>0.272015</td>\n",
       "      <td>0.833134</td>\n",
       "      <td>0.247416</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>0.907244</td>\n",
       "      <td>0.496724</td>\n",
       "      <td>0.868595</td>\n",
       "      <td>0.579886</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>0.860980</td>\n",
       "      <td>0.760663</td>\n",
       "      <td>0.852486</td>\n",
       "      <td>0.274974</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>0.388434</td>\n",
       "      <td>0.136600</td>\n",
       "      <td>0.888934</td>\n",
       "      <td>0.163261</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>0.628636</td>\n",
       "      <td>0.151642</td>\n",
       "      <td>0.491894</td>\n",
       "      <td>0.675141</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>0.951593</td>\n",
       "      <td>0.201048</td>\n",
       "      <td>0.965409</td>\n",
       "      <td>0.563681</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          A         B         C         D\n",
       "0  0.984056  0.749025  0.068330  0.642131\n",
       "1  0.951736  0.720639  0.889233  0.231805\n",
       "2  0.775394  0.575269  0.390701  0.725015\n",
       "3  0.618219  0.598053  0.087784  0.474255\n",
       "4  0.013563  0.272015  0.833134  0.247416\n",
       "5  0.907244  0.496724  0.868595  0.579886\n",
       "6  0.860980  0.760663  0.852486  0.274974\n",
       "7  0.388434  0.136600  0.888934  0.163261\n",
       "8  0.628636  0.151642  0.491894  0.675141\n",
       "9  0.951593  0.201048  0.965409  0.563681"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.DataFrame(data=np.random.rand(10, 4), columns=list('ABCD'))\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "f9bda816",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 箱型图\n",
    "df.plot.box()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
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